{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Customer segmentation using k-means clustering\n",
    "\n",
    "Below is a demo applying automated feature engineering to a retail dataset to automatically segment customers based on historical behavior"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import featuretools as ft\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "retail_es = ft.demo.load_retail()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Use Deep Feature Synthesis\n",
    "\n",
    "The input to DFS is a set of entities and a list of relationships (defined by our EntitySet) and the \"target_entity\" to calculate features for. We can supply \"cutoff times\" to specify the that we want to calculate features one year after a customers first invoices.\n",
    "\n",
    "The ouput of DFS is a feature matrix and the corresponding list of feature defintions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "calulate_feature_matrix: 100%|██████████| 2/2 [01:23<00:00, 41.92s/it]\n"
     ]
    }
   ],
   "source": [
    "from featuretools.primitives import AvgTimeBetween, Mean, Sum, Count, Day\n",
    "\n",
    "feature_matrix, features = ft.dfs(entityset=retail_es, target_entity=\"customers\",\n",
    "                                  agg_primitives=[AvgTimeBetween, Mean, Sum, Count],\n",
    "                                  trans_primitives=[Day], max_depth=5, verbose=True)\n",
    "\n",
    "feature_matrix, features = ft.encode_features(feature_matrix, features)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from sklearn import decomposition\n",
    "from sklearn.preprocessing import Imputer, StandardScaler\n",
    "# Create our imputer to replace missing values with the mean e.g.\n",
    "imp = Imputer(missing_values='NaN', strategy='mean', axis=0)\n",
    "X = imp.fit_transform(feature_matrix.values)\n",
    "scale = StandardScaler()\n",
    "X = scale.fit_transform(X)\n",
    "pca = decomposition.PCA(n_components=10)\n",
    "X_pca = pca.fit_transform(X)\n",
    "\n",
    "from sklearn import preprocessing, manifold\n",
    "# Reduce dimension to 2-D\n",
    "tsne = manifold.TSNE(n_components=2)\n",
    "X_2_dim = tsne.fit_transform(X_pca)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
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NZrYDsBuwIbAOsI2Z7ZYOOw+4393XBvYCrjOzJVKiuRQY6e5rAS+nc4uISAOod5NXK7C/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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11e956c90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn import preprocessing, decomposition, cluster\n",
    "import matplotlib.pyplot as plt\n",
    "plt.style.use('ggplot')\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib as mpl\n",
    "%matplotlib inline\n",
    "\n",
    "# do kmeans clustering\n",
    "n_clusters=10\n",
    "clust = cluster.MiniBatchKMeans(n_clusters=n_clusters,\n",
    "                                reassignment_ratio=.03,\n",
    "                                batch_size=1000,\n",
    "                                n_init=100)\n",
    "cluster_labels = clust.fit_predict(X_pca)\n",
    "\n",
    "# plot cluster sizes\n",
    "plt.hist(cluster_labels, bins=range(n_clusters+1))\n",
    "plt.title('# Customers per Cluster')\n",
    "plt.xlabel('Cluster')\n",
    "plt.ylabel('# Customers')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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0ntgE8/KOLL9uTmO7EI+Cr30sZYUbgDnTImzZp+nP+GY8vNLsP+wwtS7CykU1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q2NTG5TC6WdW18wMYoavVqfatAabDOz39yPjq9fesMgDw2bDYIvQGkT7K8BO4ABQEkQLvgWYvtO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\nSUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1220dd050>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df = pd.DataFrame(X_2_dim, columns=[\"x\", \"y\"])\n",
    "df['color'] = cluster_labels\n",
    "\n",
    "sns.set(font_scale=1.2) \n",
    "g = sns.lmplot(\"x\", \"y\", data=df, hue='color',\n",
    "               fit_reg=False, size=8, palette=\"hls\", legend=False)\n",
    "\n",
    "g.set(yticks=[], xticks=[], xlabel=\"\", ylabel=\"\")\n",
    "plt.title(\"Customer Clusters\")\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
